LogoInference
System nominal · All engines active · v4.1.2

Language in. Resolution out.

Natural language parsed to structured action — across support queues, sales funnels, and internal ops. No human touches the thread.

Messages resolved / hr
0

Rolling 60-min window — live

Avg intent confidence
0.0%

Across all active tenants

Median first-response
0ms

P50 latency — production fleet

Concurrent sessions
0

Active right now

01 /
97.3%

Top-1 intent accuracy across 47 languages

Classification that doesn't hedge on ambiguous input.

The intent engine reads full conversational context — not just the last utterance. Confidence thresholds are tunable per intent class. When the model isn't certain, it says so and escalates cleanly rather than guessing and compounding error.

Performance Benchmarks

P50 Intent Latency< 42 ms
P99 Intent Latency< 78 ms
Top-1 Accuracy97.3%
Top-3 Accuracy99.1%
Supported Languages47
Max Concurrent Classifiers2,048

Model Specification

Base ModelInfLM-3.2B-Instruct
Fine-tune CadenceRolling 7-day window
Context Window16,384 tokens
Embedding Dimension1,536
Model Versionv4.1.2 (2026-02-19)
Fallback ClassifierRule-ensemble v2

Intent Library Coverage

Support

214 built-in intents

Sales

89 built-in intents

Ops

143 built-in intents

Custom

Unlimited via SDK

Classification Pipeline

Raw Utterance
→
Tokenizer
→
Context Encoder
→
Intent Classifier
→
Confidence Gate
→
Resolved Intent
02 /
512

Dialog turns per session — full context retained

Multi-turn flows that don't lose the thread at turn 12.

Dialog state is tracked across 512 turns with configurable TTL. Slot filling combines rule-based extraction with LLM-assisted disambiguation. When confidence drops below threshold, escalation fires in under 120ms with full context handed to the agent.

Session Management

Max Dialog Turns512 per session
Session TTLConfigurable (1m – 72h)
State PersistenceRedis / DynamoDB
Escalation Latency< 120 ms
Concurrent Sessions50,000 per tenant
Rollback Depth8 turns

Flow Authoring

Flow Definition FormatYAML / JSON / SDK
Conditional BranchesUnlimited
Slot FillingNative + LLM-assisted
Entity ResolutionFuzzy + exact match
Human Handoff TriggerRule + confidence-based
A/B Flow TestingBuilt-in, no code

Conversation State Machine

GREETING
→
INTENT_CAPTURE
→
SLOT_FILL
→
CONFIRMATION
→
RESOLUTION
→
ESCALATION

Avg turns to resolution

4.2

Escalation rate (median)

3.1%

Slot fill accuracy

96.8%

03 /
< 60ms

Webhook delivery latency at P99 — across all connected channels

Routes to wherever the conversation lives — without middleware glue.

Native connectors for Zendesk, Intercom, Salesforce, Slack, and Twilio ship out of the box. Everything else hits the REST or gRPC API. Rate limits are per-tenant, not shared. Retries are automatic with exponential backoff.

Native Connectors — v3.1 API

Zendesk
Intercom
Salesforce
Slack
Twilio
Freshdesk
HubSpot
ServiceNow
Jira
PagerDuty
Custom Webhook
REST Passthrough

Rate Limits & Delivery

API Rate Limit (Pro)10,000 req/min
API Rate Limit (Enterprise)Negotiated / unlimited
Webhook Delivery Latency< 60 ms (P99)
Retry PolicyExp backoff, 5 attempts
Payload Max Size256 KB per message
Auth MethodsAPI Key / OAuth 2.0 / mTLS

Protocol Support

REST API Versionv3.1 (stable)
WebSocket SupportYes — bidirectional
gRPC SupportYes — proto3
SDK LanguagesTS, Python, Go, Java, Ruby
StreamingServer-sent events + WS
SLA Uptime99.97%
04 /
73%

Median queue deflection rate across enterprise deployments

Every conversation leaves a data trail. We make it readable.

Real-time dashboards update within 2 seconds of event. Deflection rates, confidence distributions, escalation triggers, and CSAT deltas are all first-class metrics — not post-processed exports. Pipe raw events to your data warehouse via Redshift, BigQuery, or Parquet.

Benchmark Outcomes — Enterprise Tier (n=142 deployments)

Avg queue deflection73%
Resolution without escalation81%
CSAT improvement (median)34%
First-response < 5s96%

Data Infrastructure

Data Retention24 months (configurable)
Export FormatsCSV, JSON, Parquet
Real-time Lag< 2 seconds
Custom DashboardsUnlimited
Webhook AlertsThreshold-based, real-time
BI ConnectorsLooker, Tableau, Power BI, Redshift
05 /
99.97%

Uptime SLA — measured monthly, credited automatically

Compliance sign-off shouldn't take three quarters.

SOC 2 Type II, ISO 27001, HIPAA BAA, PCI DSS Level 1 — all current. Audit logs are immutable, retained for 7 years, and exportable on demand. PII is redacted before it reaches storage. Your legal team gets a shared compliance portal, not a PDF.

Certifications & Compliance Status

SOC 2 Type II
Certified
ISO 27001
Certified
GDPR
Compliant
HIPAA
BAA Available
CCPA
Compliant
PCI DSS
Level 1

Encryption & Storage

Encryption at restAES-256-GCM
Encryption in transitTLS 1.3 minimum
Key managementAWS KMS / Customer-managed
Data residencyUS, EU, APAC regions
PII redactionAutomatic, pre-storage
Audit log retention7 years (immutable)

Access Control

SSO ProvidersOkta, Azure AD, Google
MFATOTP / FIDO2 / WebAuthn
RBACAttribute-based, custom roles
IP AllowlistingPer-tenant, per-environment
Penetration TestingQuarterly (third-party)
Vulnerability SLACritical: 24h patch
Interactive Environment — No signup required

The specs are on the page.
The engine is in the sandbox.

Pre-loaded with a sample support conversation tree. Route a ticket, test an escalation, inspect the intent confidence score in real time.

Open the SandboxRead the API Docs

No form. No sales call. Click carries UTM context.